{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import glob\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2.0.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "(train_images, train_labels), (_, _) = tf.keras.datasets.mnist.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 28, 28)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_images.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60000, 28, 28, 1)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_images = train_images.reshape(train_images.shape[0], 28, 28, 1).astype('float32')\n",
    "train_images = (train_images - 127.5)/127.5\n",
    "train_images.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "BATCH_SIZE = 256\n",
    "BUFFER_SIZE = 60000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets = tf.data.Dataset.from_tensor_slices(train_images)\n",
    "#datasets #<TensorSliceDataset shapes: (28, 28), types: tf.float32>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasets = datasets.shuffle(BUFFER_SIZE).batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generator_model(): #生成器\n",
    "    model = tf.keras.Sequential()\n",
    "    model.add(layers.Dense(256, input_shape=(100,), use_bias=False))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "    \n",
    "    model.add(layers.Dense(256, use_bias=False))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "        \n",
    "    model.add(layers.Dense(28*28*1, use_bias=False, activation='tanh'))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    \n",
    "    model.add(layers.Reshape((28, 28, 1)))\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def discriminator_model():#判别器\n",
    "    model = tf.keras.Sequential()\n",
    "    model.add(layers.Flatten())\n",
    "    \n",
    "    model.add(layers.Dense(512, input_shape=(100,), use_bias=False))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "    \n",
    "    model.add(layers.Dense(256, use_bias=False))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "        \n",
    "    model.add(layers.Dense(1)) #此处没有激活，所以计算损失函数时，from_logits=True\n",
    "    \n",
    "    return model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def discriminator_loss(real_out, fake_out):\n",
    "    real_loss = cross_entropy(tf.ones_like(real_out), real_out)\n",
    "    fake_loss = cross_entropy(tf.zeros_like(fake_out), fake_out)\n",
    "    return real_loss + fake_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generator_loss(fake_out):\n",
    "    return cross_entropy(tf.ones_like(fake_out), fake_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator_opt = tf.keras.optimizers.Adam(1e-4)\n",
    "discriminator_opt = tf.keras.optimizers.Adam(1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "EPOCHS = 10\n",
    "noise_dim = 100 #输入的噪声向量维数（要与之前生产器模型的输入相对应）\n",
    "\n",
    "num_exp_to_generator = 16 #每个EPOCH生产16张图片查看\n",
    "\n",
    "seed = tf.random.normal([num_exp_to_generator, noise_dim])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator = generator_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "discriminator = discriminator_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_step(images):\n",
    "    noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "    \n",
    "    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
    "        real_out = discriminator(images, training=True)\n",
    "        \n",
    "        gen_image = generator(noise, training=True)\n",
    "        fake_out = discriminator(gen_image, training=True)\n",
    "        \n",
    "        gen_loss = generator_loss(fake_out)\n",
    "        disc_loss = discriminator_loss(real_out, fake_out)\n",
    "        \n",
    "    gradient_gen = gen_tape.gradient(gen_loss, generator.trainable_variables)\n",
    "    gradient_disc = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n",
    "    generator_opt.apply_gradients(zip(gradient_gen, generator.trainable_variables))\n",
    "    discriminator_opt.apply_gradients(zip(gradient_disc, discriminator.trainable_variables))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_plot_image(gen_model, test_noise):\n",
    "    pre_images = gen_model(test_noise, training=False)\n",
    "    fig = plt.figure(figsize=(4, 4))\n",
    "    for i in range(pre_images.shape[0]):\n",
    "        plt.subplot(4, 4, i+1)\n",
    "        plt.imshow((pre_images[i, :, :, 0]+1)/2, cmap='gray')\n",
    "        plt.axis('off')        \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(dataset, epochs):\n",
    "    for epoch in range(epochs):\n",
    "        for image_batch in dataset:\n",
    "            train_step(image_batch)\n",
    "            print('.', end='')\n",
    "        generate_plot_image(generator, seed)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "..........................................................................................................................................................................................................................................."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train(datasets, EPOCHS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
